Pandas Profiling Report

Dataset statistics

Number of variables	25
Number of observations	1456
Missing cells	548
Missing cells (%)	1.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	452.2 KiB
Average record size in memory	318.0 B

Variable types

Categorical	2
Numeric	23

Alerts

`week_start_date` has a high cardinality: 1049 distinct values	High cardinality
`year` is highly correlated with `reanalysis_max_air_temp_k` and 1 other fields	High correlation
`ndvi_ne` is highly correlated with `ndvi_nw` and 7 other fields	High correlation
`ndvi_nw` is highly correlated with `ndvi_ne` and 7 other fields	High correlation
`ndvi_se` is highly correlated with `ndvi_ne` and 2 other fields	High correlation
`ndvi_sw` is highly correlated with `ndvi_ne` and 2 other fields	High correlation
`precipitation_amt_mm` is highly correlated with `reanalysis_dew_point_temp_k` and 5 other fields	High correlation
`reanalysis_air_temp_k` is highly correlated with `reanalysis_avg_temp_k` and 4 other fields	High correlation
`reanalysis_avg_temp_k` is highly correlated with `reanalysis_air_temp_k` and 4 other fields	High correlation
`reanalysis_dew_point_temp_k` is highly correlated with `precipitation_amt_mm` and 8 other fields	High correlation
`reanalysis_max_air_temp_k` is highly correlated with `year` and 6 other fields	High correlation
`reanalysis_min_air_temp_k` is highly correlated with `ndvi_ne` and 6 other fields	High correlation
`reanalysis_precip_amt_kg_per_m2` is highly correlated with `precipitation_amt_mm` and 5 other fields	High correlation
`reanalysis_relative_humidity_percent` is highly correlated with `precipitation_amt_mm` and 4 other fields	High correlation
`reanalysis_sat_precip_amt_mm` is highly correlated with `precipitation_amt_mm` and 5 other fields	High correlation
`reanalysis_specific_humidity_g_per_kg` is highly correlated with `precipitation_amt_mm` and 7 other fields	High correlation
`reanalysis_tdtr_k` is highly correlated with `year` and 7 other fields	High correlation
`station_avg_temp_c` is highly correlated with `reanalysis_air_temp_k` and 6 other fields	High correlation
`station_diur_temp_rng_c` is highly correlated with `ndvi_ne` and 5 other fields	High correlation
`station_max_temp_c` is highly correlated with `ndvi_ne` and 5 other fields	High correlation
`station_min_temp_c` is highly correlated with `reanalysis_air_temp_k` and 5 other fields	High correlation
`station_precip_mm` is highly correlated with `precipitation_amt_mm` and 2 other fields	High correlation
`total_cases` is highly correlated with `reanalysis_min_air_temp_k` and 1 other fields	High correlation
`ndvi_ne` is highly correlated with `ndvi_nw` and 6 other fields	High correlation
`ndvi_nw` is highly correlated with `ndvi_ne` and 6 other fields	High correlation
`ndvi_se` is highly correlated with `ndvi_ne` and 2 other fields	High correlation
`ndvi_sw` is highly correlated with `ndvi_ne` and 5 other fields	High correlation
`precipitation_amt_mm` is highly correlated with `reanalysis_sat_precip_amt_mm`	High correlation
`reanalysis_air_temp_k` is highly correlated with `reanalysis_avg_temp_k` and 5 other fields	High correlation
`reanalysis_avg_temp_k` is highly correlated with `reanalysis_air_temp_k` and 5 other fields	High correlation
`reanalysis_dew_point_temp_k` is highly correlated with `reanalysis_air_temp_k` and 5 other fields	High correlation
`reanalysis_max_air_temp_k` is highly correlated with `ndvi_ne` and 6 other fields	High correlation
`reanalysis_min_air_temp_k` is highly correlated with `ndvi_ne` and 6 other fields	High correlation
`reanalysis_precip_amt_kg_per_m2` is highly correlated with `reanalysis_relative_humidity_percent`	High correlation
`reanalysis_relative_humidity_percent` is highly correlated with `reanalysis_dew_point_temp_k` and 2 other fields	High correlation
`reanalysis_sat_precip_amt_mm` is highly correlated with `precipitation_amt_mm`	High correlation
`reanalysis_specific_humidity_g_per_kg` is highly correlated with `reanalysis_air_temp_k` and 6 other fields	High correlation
`reanalysis_tdtr_k` is highly correlated with `ndvi_ne` and 6 other fields	High correlation
`station_avg_temp_c` is highly correlated with `reanalysis_air_temp_k` and 5 other fields	High correlation
`station_diur_temp_rng_c` is highly correlated with `ndvi_ne` and 6 other fields	High correlation
`station_max_temp_c` is highly correlated with `reanalysis_avg_temp_k` and 5 other fields	High correlation
`station_min_temp_c` is highly correlated with `reanalysis_air_temp_k` and 5 other fields	High correlation
`ndvi_ne` is highly correlated with `ndvi_nw`	High correlation
`ndvi_nw` is highly correlated with `ndvi_ne`	High correlation
`ndvi_se` is highly correlated with `ndvi_sw`	High correlation
`ndvi_sw` is highly correlated with `ndvi_se`	High correlation
`precipitation_amt_mm` is highly correlated with `reanalysis_sat_precip_amt_mm`	High correlation
`reanalysis_air_temp_k` is highly correlated with `reanalysis_avg_temp_k` and 2 other fields	High correlation
`reanalysis_avg_temp_k` is highly correlated with `reanalysis_air_temp_k` and 1 other fields	High correlation
`reanalysis_dew_point_temp_k` is highly correlated with `reanalysis_specific_humidity_g_per_kg` and 1 other fields	High correlation
`reanalysis_max_air_temp_k` is highly correlated with `reanalysis_tdtr_k` and 2 other fields	High correlation
`reanalysis_min_air_temp_k` is highly correlated with `reanalysis_air_temp_k` and 1 other fields	High correlation
`reanalysis_precip_amt_kg_per_m2` is highly correlated with `reanalysis_relative_humidity_percent`	High correlation
`reanalysis_relative_humidity_percent` is highly correlated with `reanalysis_precip_amt_kg_per_m2`	High correlation
`reanalysis_sat_precip_amt_mm` is highly correlated with `precipitation_amt_mm`	High correlation
`reanalysis_specific_humidity_g_per_kg` is highly correlated with `reanalysis_dew_point_temp_k` and 1 other fields	High correlation
`reanalysis_tdtr_k` is highly correlated with `reanalysis_max_air_temp_k` and 1 other fields	High correlation
`station_avg_temp_c` is highly correlated with `reanalysis_avg_temp_k` and 3 other fields	High correlation
`station_diur_temp_rng_c` is highly correlated with `reanalysis_max_air_temp_k` and 2 other fields	High correlation
`station_max_temp_c` is highly correlated with `reanalysis_max_air_temp_k` and 2 other fields	High correlation
`station_min_temp_c` is highly correlated with `reanalysis_air_temp_k` and 1 other fields	High correlation
`city` is highly correlated with `year` and 12 other fields	High correlation
`year` is highly correlated with `city` and 7 other fields	High correlation
`weekofyear` is highly correlated with `reanalysis_air_temp_k` and 7 other fields	High correlation
`ndvi_ne` is highly correlated with `city` and 9 other fields	High correlation
`ndvi_nw` is highly correlated with `city` and 8 other fields	High correlation
`ndvi_se` is highly correlated with `city` and 3 other fields	High correlation
`ndvi_sw` is highly correlated with `city` and 7 other fields	High correlation
`precipitation_amt_mm` is highly correlated with `reanalysis_sat_precip_amt_mm`	High correlation
`reanalysis_air_temp_k` is highly correlated with `city` and 10 other fields	High correlation
`reanalysis_avg_temp_k` is highly correlated with `weekofyear` and 8 other fields	High correlation
`reanalysis_dew_point_temp_k` is highly correlated with `weekofyear` and 8 other fields	High correlation
`reanalysis_max_air_temp_k` is highly correlated with `city` and 16 other fields	High correlation
`reanalysis_min_air_temp_k` is highly correlated with `city` and 16 other fields	High correlation
`reanalysis_relative_humidity_percent` is highly correlated with `city` and 13 other fields	High correlation
`reanalysis_sat_precip_amt_mm` is highly correlated with `precipitation_amt_mm`	High correlation
`reanalysis_specific_humidity_g_per_kg` is highly correlated with `weekofyear` and 8 other fields	High correlation
`reanalysis_tdtr_k` is highly correlated with `city` and 10 other fields	High correlation
`station_avg_temp_c` is highly correlated with `weekofyear` and 9 other fields	High correlation
`station_diur_temp_rng_c` is highly correlated with `city` and 9 other fields	High correlation
`station_max_temp_c` is highly correlated with `city` and 5 other fields	High correlation
`station_min_temp_c` is highly correlated with `city` and 9 other fields	High correlation
`total_cases` is highly correlated with `year`	High correlation
`ndvi_ne` has 194 (13.3%) missing values	Missing
`ndvi_nw` has 52 (3.6%) missing values	Missing
`ndvi_se` has 22 (1.5%) missing values	Missing
`ndvi_sw` has 22 (1.5%) missing values	Missing
`station_avg_temp_c` has 43 (3.0%) missing values	Missing
`station_diur_temp_rng_c` has 43 (3.0%) missing values	Missing
`station_max_temp_c` has 20 (1.4%) missing values	Missing
`station_precip_mm` has 22 (1.5%) missing values	Missing
`week_start_date` is uniformly distributed	Uniform
`precipitation_amt_mm` has 239 (16.4%) zeros	Zeros
`reanalysis_sat_precip_amt_mm` has 239 (16.4%) zeros	Zeros
`station_precip_mm` has 42 (2.9%) zeros	Zeros
`total_cases` has 100 (6.9%) zeros	Zeros

Reproduction

Analysis started	2022-01-18 04:22:46.592958
Analysis finished	2022-01-18 04:23:34.543787
Duration	47.95 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

city
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	95.3 KiB

sj	936
iq	520

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	sj
2nd row	sj
3rd row	sj
4th row	sj
5th row	sj

Common Values

Value	Count	Frequency (%)
sj	936	64.3%
iq	520	35.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
sj	936	64.3%
iq	520	35.7%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

year
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	21
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2001.031593

Minimum	1990
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	1990
5-th percentile	1991
Q1	1997
median	2002
Q3	2005
95-th percentile	2009
Maximum	2010
Range	20
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.408313996
Coefficient of variation (CV)	0.002702762922
Kurtosis	-0.8870678947
Mean	2001.031593
Median Absolute Deviation (MAD)	4
Skewness	-0.4038904198
Sum	2913502
Variance	29.24986028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
2001	104	7.1%
2007	104	7.1%
2006	104	7.1%
2005	104	7.1%
2004	104	7.1%
2003	104	7.1%
2002	104	7.1%
2000	78	5.4%
2008	69	4.7%
2009	52	3.6%
Other values (11)	529	36.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1990	35	2.4%
1991	52	3.6%
1992	52	3.6%
1993	52	3.6%
1994	52	3.6%
1995	52	3.6%
1996	52	3.6%
1997	52	3.6%
1998	52	3.6%
1999	52	3.6%

Value	Count	Frequency (%)
2010	26	1.8%
2009	52	3.6%
2008	69	4.7%
2007	104	7.1%
2006	104	7.1%
2005	104	7.1%
2004	104	7.1%
2003	104	7.1%
2002	104	7.1%
2001	104	7.1%

weekofyear
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	53
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.50343407

Minimum	1
Maximum	53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	13.75
median	26.5
Q3	39.25
95-th percentile	50
Maximum	53
Range	52
Interquartile range (IQR)	25.5

Descriptive statistics

Standard deviation	15.01943718
Coefficient of variation (CV)	0.5666977776
Kurtosis	-1.19898123
Mean	26.50343407
Median Absolute Deviation (MAD)	13
Skewness	0.001373119167
Sum	38589
Variance	225.5834934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	28	1.9%
19	28	1.9%
46	28	1.9%
47	28	1.9%
48	28	1.9%
49	28	1.9%
50	28	1.9%
51	28	1.9%
1	28	1.9%
2	28	1.9%
Other values (43)	1176	80.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	28	1.9%
2	28	1.9%
3	28	1.9%
4	28	1.9%
5	28	1.9%
6	28	1.9%
7	28	1.9%
8	28	1.9%
9	28	1.9%
10	28	1.9%

Value	Count	Frequency (%)
53	5	0.3%
52	23	1.6%
51	28	1.9%
50	28	1.9%
49	28	1.9%
48	28	1.9%
47	28	1.9%
46	28	1.9%
45	28	1.9%
44	28	1.9%

week_start_date
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	1049
Distinct (%)	72.0%
Missing	0
Missing (%)	0.0%
Memory size	106.6 KiB

2005-06-18	2
2005-04-30	2
2005-02-19	2
2005-02-26	2
2005-03-05	2
Other values (1044)	1446

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	642 ?
Unique (%)	44.1%

Sample

1st row	1990-04-30
2nd row	1990-05-07
3rd row	1990-05-14
4th row	1990-05-21
5th row	1990-05-28

Common Values

Value	Count	Frequency (%)
2005-06-18	2	0.1%
2005-04-30	2	0.1%
2005-02-19	2	0.1%
2005-02-26	2	0.1%
2005-03-05	2	0.1%
2005-03-12	2	0.1%
2005-03-19	2	0.1%
2005-03-26	2	0.1%
2005-04-02	2	0.1%
2005-04-09	2	0.1%
Other values (1039)	1436	98.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2005-06-18	2	0.1%
2000-09-09	2	0.1%
2000-07-08	2	0.1%
2000-07-15	2	0.1%
2000-07-22	2	0.1%
2000-07-29	2	0.1%
2000-08-05	2	0.1%
2000-08-12	2	0.1%
2000-08-19	2	0.1%
2000-08-26	2	0.1%
Other values (1039)	1436	98.6%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

ndvi_ne
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1214
Distinct (%)	96.2%
Missing	194
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.1422935374

Minimum	-0.40625
Maximum	0.5083571
Zeros	0
Zeros (%)	0.0%
Negative	171
Negative (%)	11.7%
Memory size	22.8 KiB

Quantile statistics

Minimum	-0.40625
5-th percentile	-0.07424
Q1	0.04495
median	0.12881665
Q3	0.248483325
95-th percentile	0.36356622
Maximum	0.5083571
Range	0.9146071
Interquartile range (IQR)	0.203533325

Descriptive statistics

Standard deviation	0.1405311531
Coefficient of variation (CV)	0.9876144461
Kurtosis	-0.1339580913
Mean	0.1422935374
Median Absolute Deviation (MAD)	0.0990119
Skewness	-0.1108412278
Sum	179.5744442
Variance	0.019749005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0969	3	0.2%
0.0802	3	0.2%
0.1194	3	0.2%
0.0455	3	0.2%
0.1072	2	0.1%
0.0979	2	0.1%
0.1121	2	0.1%
0.0568	2	0.1%
0.1535	2	0.1%
0.07965	2	0.1%
Other values (1204)	1238	85.0%
(Missing)	194	13.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.40625	1	0.1%
-0.3214	1	0.1%
-0.3084	1	0.1%
-0.2902	1	0.1%
-0.287	1	0.1%
-0.2761	1	0.1%
-0.2683	1	0.1%
-0.2517	1	0.1%
-0.2439	1	0.1%
-0.21795	1	0.1%

Value	Count	Frequency (%)
0.5083571	1	0.1%
0.5010286	1	0.1%
0.4934	1	0.1%
0.4884	1	0.1%
0.4882286	1	0.1%
0.4750143	1	0.1%
0.4655	1	0.1%
0.4568333	1	0.1%
0.4470833	1	0.1%
0.4462667	1	0.1%

ndvi_nw
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1365
Distinct (%)	97.2%
Missing	52
Missing (%)	3.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.1305525761

Minimum	-0.4561
Maximum	0.4544286
Zeros	0
Zeros (%)	0.0%
Negative	173
Negative (%)	11.9%
Memory size	22.8 KiB

Quantile statistics

Minimum	-0.4561
5-th percentile	-0.0542933305
Q1	0.0492166675
median	0.1214286
Q3	0.2166
95-th percentile	0.330700005
Maximum	0.4544286
Range	0.9105286
Interquartile range (IQR)	0.1673833325

Descriptive statistics

Standard deviation	0.1199990627
Coefficient of variation (CV)	0.9191627332
Kurtosis	0.05983516898
Mean	0.1305525761
Median Absolute Deviation (MAD)	0.0813857
Skewness	-0.008168361413
Sum	183.2958169
Variance	0.01439977504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0846	3	0.2%
0.07825	3	0.2%
0.0278	3	0.2%
0.1127	3	0.2%
0.2591333	2	0.1%
0.0705	2	0.1%
0.0702	2	0.1%
0.1611	2	0.1%
0.09725	2	0.1%
0.1339	2	0.1%
Other values (1355)	1380	94.8%
(Missing)	52	3.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.4561	1	0.1%
-0.3096	1	0.1%
-0.2528	1	0.1%
-0.2498	1	0.1%
-0.2153	1	0.1%
-0.178625	1	0.1%
-0.1538	1	0.1%
-0.1497	1	0.1%
-0.1412	1	0.1%
-0.141	1	0.1%

Value	Count	Frequency (%)
0.4544286	1	0.1%
0.445	1	0.1%
0.4371	1	0.1%
0.4330143	1	0.1%
0.4287714	1	0.1%
0.4247833	1	0.1%
0.4229	1	0.1%
0.4113	1	0.1%
0.4083	1	0.1%
0.4050714	1	0.1%

ndvi_se
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1395
Distinct (%)	97.3%
Missing	22
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.203783189

Minimum	-0.01553333
Maximum	0.5383143
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	0.1%
Memory size	22.8 KiB

Quantile statistics

Minimum	-0.01553333
5-th percentile	0.094823095
Q1	0.155087475
median	0.19605
Q3	0.248845825
95-th percentile	0.341862005
Maximum	0.5383143
Range	0.55384763
Interquartile range (IQR)	0.09375835

Descriptive statistics

Standard deviation	0.07385973904
Coefficient of variation (CV)	0.3624427481
Kurtosis	0.5753176264
Mean	0.203783189
Median Absolute Deviation (MAD)	0.04572855
Skewness	0.5733772074
Sum	292.2250931
Variance	0.005455261052
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2022143	2	0.1%
0.1913857	2	0.1%
0.1463429	2	0.1%
0.1515	2	0.1%
0.2154143	2	0.1%
0.2233714	2	0.1%
0.2368143	2	0.1%
0.1343143	2	0.1%
0.2273429	2	0.1%
0.1883143	2	0.1%
Other values (1385)	1414	97.1%
(Missing)	22	1.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.01553333	1	0.1%
0.006183333	1	0.1%
0.02834286	1	0.1%
0.02988	1	0.1%
0.036	1	0.1%
0.039	1	0.1%
0.0446	1	0.1%
0.04781429	1	0.1%
0.05147143	1	0.1%
0.05148	1	0.1%

Value	Count	Frequency (%)
0.5383143	1	0.1%
0.4842857	1	0.1%
0.4734	1	0.1%
0.45538	1	0.1%
0.4438	1	0.1%
0.4433571	1	0.1%
0.4377429	1	0.1%
0.4369143	1	0.1%
0.4276857	1	0.1%
0.4249429	1	0.1%

ndvi_sw
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1388
Distinct (%)	96.8%
Missing	22
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.2023054907

Minimum	-0.06345714
Maximum	0.5460167
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	0.1%
Memory size	22.8 KiB

Quantile statistics

Minimum	-0.06345714
5-th percentile	0.088909
Q1	0.144208725
median	0.18945
Q3	0.24698215
95-th percentile	0.368839285
Maximum	0.5460167
Range	0.60947384
Interquartile range (IQR)	0.102773425

Descriptive statistics

Standard deviation	0.08390267779
Coefficient of variation (CV)	0.4147325784
Kurtosis	0.710497942
Mean	0.2023054907
Median Absolute Deviation (MAD)	0.05009285
Skewness	0.754952134
Sum	290.1060737
Variance	0.00703965934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1688714	3	0.2%
0.1882286	3	0.2%
0.2099429	2	0.1%
0.1767286	2	0.1%
0.1830571	2	0.1%
0.1866286	2	0.1%
0.1879571	2	0.1%
0.1919286	2	0.1%
0.1297857	2	0.1%
0.1467571	2	0.1%
Other values (1378)	1412	97.0%
(Missing)	22	1.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.06345714	1	0.1%
-0.02248571	1	0.1%
0.01025	1	0.1%
0.0116	1	0.1%
0.02602857	1	0.1%
0.02865	1	0.1%
0.037475	1	0.1%
0.03943333	1	0.1%
0.04045714	1	0.1%
0.04188571	1	0.1%

Value	Count	Frequency (%)
0.5460167	1	0.1%
0.5457286	1	0.1%
0.5148286	1	0.1%
0.4934429	1	0.1%
0.4898714	1	0.1%
0.4731429	1	0.1%
0.4697286	1	0.1%
0.4697	1	0.1%
0.4679286	1	0.1%
0.4657286	1	0.1%

precipitation_amt_mm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1157
Distinct (%)	80.2%
Missing	13
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	45.76038808

Minimum	0
Maximum	390.6
Zeros	239
Zeros (%)	16.4%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9.8
median	38.34
Q3	70.235
95-th percentile	121.631
Maximum	390.6
Range	390.6
Interquartile range (IQR)	60.435

Descriptive statistics

Standard deviation	43.71553699
Coefficient of variation (CV)	0.9553139478
Kurtosis	6.780028322
Mean	45.76038808
Median Absolute Deviation (MAD)	29.83
Skewness	1.737448864
Sum	66032.24
Variance	1911.048174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	239	16.4%
39.09	2	0.1%
59.4	2	0.1%
99.89	2	0.1%
74.01	2	0.1%
17.52	2	0.1%
65.82	2	0.1%
68	2	0.1%
74.08	2	0.1%
39.52	2	0.1%
Other values (1147)	1186	81.5%
(Missing)	13	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	239	16.4%
0.49	1	0.1%
0.61	1	0.1%
0.63	1	0.1%
0.78	1	0.1%
1.02	1	0.1%
1.07	1	0.1%
1.13	1	0.1%
1.15	1	0.1%
1.17	1	0.1%

Value	Count	Frequency (%)
390.6	1	0.1%
389.6	1	0.1%
287.55	1	0.1%
245.73	1	0.1%
243.55	1	0.1%
234.13	1	0.1%
224.9	1	0.1%
223.61	1	0.1%
214.76	1	0.1%
210.83	1	0.1%

reanalysis_air_temp_k
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1176
Distinct (%)	81.3%
Missing	10
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	298.7018524

Minimum	294.6357143
Maximum	302.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	294.6357143
5-th percentile	296.5314286
Q1	297.6589286
median	298.6464286
Q3	299.8335714
95-th percentile	300.85
Maximum	302.2
Range	7.564285714
Interquartile range (IQR)	2.174642856

Descriptive statistics

Standard deviation	1.362419528
Coefficient of variation (CV)	0.004561135181
Kurtosis	-0.68168641
Mean	298.7018524
Median Absolute Deviation (MAD)	1.058571428
Skewness	-0.08105671183
Sum	431922.8786
Variance	1.856186969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
299.8857143	4	0.3%
297.0442857	3	0.2%
297.5371429	3	0.2%
300.54	3	0.2%
298.2385714	3	0.2%
299.6485714	3	0.2%
296.1842857	3	0.2%
298.2971429	3	0.2%
298.0614286	3	0.2%
298.0442857	3	0.2%
Other values (1166)	1415	97.2%
(Missing)	10	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
294.6357143	1	0.1%
294.8457143	1	0.1%
294.85	1	0.1%
294.9228571	1	0.1%
295.1042857	1	0.1%
295.1285714	1	0.1%
295.2971429	1	0.1%
295.3571429	1	0.1%
295.37	1	0.1%
295.3871429	1	0.1%

Value	Count	Frequency (%)
302.2	1	0.1%
301.6371429	1	0.1%
301.4957143	1	0.1%
301.4928571	1	0.1%
301.4742857	1	0.1%
301.4657143	2	0.1%
301.4185714	1	0.1%
301.3971429	1	0.1%
301.3485714	1	0.1%
301.3442857	1	0.1%

reanalysis_avg_temp_k
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	600
Distinct (%)	41.5%
Missing	10
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	299.2255779

Minimum	294.8928571
Maximum	302.9285714
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	294.8928571
5-th percentile	297.1928571
Q1	298.2571429
median	299.2892857
Q3	300.2071429
95-th percentile	301.1196429
Maximum	302.9285714
Range	8.035714286
Interquartile range (IQR)	1.95

Descriptive statistics

Standard deviation	1.261715273
Coefficient of variation (CV)	0.004216602343
Kurtosis	-0.5299515604
Mean	299.2255779
Median Absolute Deviation (MAD)	0.9678571435
Skewness	-0.1895440008
Sum	432680.1857
Variance	1.59192543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
300.0357143	8	0.5%
300.2857143	8	0.5%
300.6785714	7	0.5%
299.8428571	7	0.5%
298.55	7	0.5%
300.2071429	7	0.5%
299.9857143	7	0.5%
299.9428571	7	0.5%
299.6357143	7	0.5%
300.6357143	6	0.4%
Other values (590)	1375	94.4%
(Missing)	10	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
294.8928571	1	0.1%
295.2428571	1	0.1%
295.4214286	1	0.1%
295.7785714	1	0.1%
295.9928571	1	0.1%
296	1	0.1%
296.1	1	0.1%
296.1142857	1	0.1%
296.1285714	1	0.1%
296.1714286	2	0.1%

Value	Count	Frequency (%)
302.9285714	1	0.1%
302.6142857	1	0.1%
302.2	1	0.1%
302.1785714	1	0.1%
302.1642857	1	0.1%
302.15	1	0.1%
302	1	0.1%
301.9357143	1	0.1%
301.9142857	1	0.1%
301.8785714	1	0.1%

reanalysis_dew_point_temp_k
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1180
Distinct (%)	81.6%
Missing	10
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	295.2463565

Minimum	289.6428571
Maximum	298.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	289.6428571
5-th percentile	292.4746429
Q1	294.1189286
median	295.6407143
Q3	296.46
95-th percentile	297.1239286
Maximum	298.45
Range	8.807142857
Interquartile range (IQR)	2.341071428

Descriptive statistics

Standard deviation	1.527809846
Coefficient of variation (CV)	0.005174695006
Kurtosis	-0.1100048135
Mean	295.2463565
Median Absolute Deviation (MAD)	1.027142858
Skewness	-0.7214286743
Sum	426926.2314
Variance	2.334202926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
296.9	4	0.3%
296.6428571	4	0.3%
296.2957143	4	0.3%
295.8714286	4	0.3%
296.3971429	4	0.3%
296.0785714	3	0.2%
296.7414286	3	0.2%
293.27	3	0.2%
295.6957143	3	0.2%
296.4528571	3	0.2%
Other values (1170)	1411	96.9%
(Missing)	10	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
289.6428571	1	0.1%
289.8271429	1	0.1%
290.0885714	1	0.1%
290.3785714	1	0.1%
290.4671429	1	0.1%
290.5528571	1	0.1%
290.5728571	1	0.1%
290.6314286	1	0.1%
290.6342857	1	0.1%
290.6357143	1	0.1%

Value	Count	Frequency (%)
298.45	1	0.1%
298.1614286	1	0.1%
298.1414286	1	0.1%
297.9285714	1	0.1%
297.9171429	1	0.1%
297.8528571	1	0.1%
297.7957143	1	0.1%
297.7642857	1	0.1%
297.7414286	1	0.1%
297.6785714	1	0.1%

reanalysis_max_air_temp_k
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	141
Distinct (%)	9.8%
Missing	10
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	303.4271093

Minimum	297.8
Maximum	314
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	297.8
5-th percentile	299.5
Q1	301
median	302.4
Q3	305.5
95-th percentile	309.8
Maximum	314
Range	16.2
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	3.234600708
Coefficient of variation (CV)	0.0106602232
Kurtosis	-0.1860766353
Mean	303.4271093
Median Absolute Deviation (MAD)	1.8
Skewness	0.8473253059
Sum	438755.6
Variance	10.46264174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
302.3	35	2.4%
301.8	35	2.4%
302.4	32	2.2%
301.9	28	1.9%
302	28	1.9%
302.6	27	1.9%
301.4	27	1.9%
302.9	27	1.9%
300.1	26	1.8%
302.2	26	1.8%
Other values (131)	1155	79.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
297.8	1	0.1%
298	1	0.1%
298.2	1	0.1%
298.4	1	0.1%
298.7	2	0.1%
298.8	3	0.2%
298.9	8	0.5%
299	7	0.5%
299.1	8	0.5%
299.2	9	0.6%

Value	Count	Frequency (%)
314	1	0.1%
313.2	2	0.1%
312.9	1	0.1%
312.8	1	0.1%
312.7	1	0.1%
312.6	1	0.1%
312.4	1	0.1%
312.3	2	0.1%
312.2	2	0.1%
311.8	2	0.1%

reanalysis_min_air_temp_k
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	117
Distinct (%)	8.1%
Missing	10
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	295.7191563

Minimum	286.9
Maximum	299.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	286.9
5-th percentile	291.225
Q1	293.9
median	296.2
Q3	297.9
95-th percentile	298.9
Maximum	299.9
Range	13
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.565364105
Coefficient of variation (CV)	0.008675001434
Kurtosis	-0.2095078885
Mean	295.7191563
Median Absolute Deviation (MAD)	1.9
Skewness	-0.67351891
Sum	427609.9
Variance	6.58109299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
298	37	2.5%
298.7	36	2.5%
298.4	33	2.3%
298.2	30	2.1%
297.5	30	2.1%
298.3	29	2.0%
294.3	28	1.9%
298.5	28	1.9%
298.8	28	1.9%
296.3	27	1.9%
Other values (107)	1140	78.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
286.9	1	0.1%
287.2	1	0.1%
287.3	1	0.1%
287.4	1	0.1%
287.5	1	0.1%
287.8	1	0.1%
288.1	1	0.1%
288.2	2	0.1%
288.3	3	0.2%
288.4	2	0.1%

Value	Count	Frequency (%)
299.9	1	0.1%
299.6	2	0.1%
299.5	5	0.3%
299.4	3	0.2%
299.3	9	0.6%
299.2	12	0.8%
299.1	12	0.8%
299	21	1.4%
298.9	21	1.4%
298.8	28	1.9%

reanalysis_precip_amt_kg_per_m2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1039
Distinct (%)	71.9%
Missing	10
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	40.15181881

Minimum	0
Maximum	570.5
Zeros	3
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3.025
Q1	13.055
median	27.245
Q3	52.2
95-th percentile	122.05
Maximum	570.5
Range	570.5
Interquartile range (IQR)	39.145

Descriptive statistics

Standard deviation	43.4343989
Coefficient of variation (CV)	1.081754207
Kurtosis	22.23398352
Mean	40.15181881
Median Absolute Deviation (MAD)	16.945
Skewness	3.384061331
Sum	58059.53
Variance	1886.547008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.3	7	0.5%
11	6	0.4%
16.2	5	0.3%
21.5	5	0.3%
40.7	5	0.3%
16.4	5	0.3%
4.1	5	0.3%
10.3	5	0.3%
3.6	5	0.3%
16.7	5	0.3%
Other values (1029)	1393	95.7%
(Missing)	10	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	0.2%
0.1	1	0.1%
0.2	4	0.3%
0.3	2	0.1%
0.4	1	0.1%
0.5	2	0.1%
0.6	3	0.2%
0.7	2	0.1%
0.8	1	0.1%
0.9	1	0.1%

Value	Count	Frequency (%)
570.5	1	0.1%
362.03	1	0.1%
304.52	1	0.1%
288.4	1	0.1%
279.6	1	0.1%
254.95	1	0.1%
253.3	1	0.1%
247.6	1	0.1%
238.2	1	0.1%
227.25	1	0.1%

reanalysis_relative_humidity_percent
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1370
Distinct (%)	94.7%
Missing	10
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	82.1619591

Minimum	57.78714286
Maximum	98.61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	57.78714286
5-th percentile	72.96892857
Q1	77.17714286
median	80.30142857
Q3	86.35785714
95-th percentile	95.82
Maximum	98.61
Range	40.82285714
Interquartile range (IQR)	9.180714286

Descriptive statistics

Standard deviation	7.153897366
Coefficient of variation (CV)	0.08707067656
Kurtosis	-0.3919556275
Mean	82.1619591
Median Absolute Deviation (MAD)	3.832142857
Skewness	0.5739193633
Sum	118806.1929
Variance	51.17824752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78.31142857	3	0.2%
95.07857143	2	0.1%
77.78428571	2	0.1%
79.50285714	2	0.1%
83.13571429	2	0.1%
79.51714286	2	0.1%
74.34428571	2	0.1%
75.43571429	2	0.1%
76.90714286	2	0.1%
96.52285714	2	0.1%
Other values (1360)	1425	97.9%
(Missing)	10	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
57.78714286	1	0.1%
60.64142857	1	0.1%
64.65857143	1	0.1%
64.68857143	1	0.1%
65.28428571	1	0.1%
66.04285714	1	0.1%
66.66428571	1	0.1%
66.73571429	1	0.1%
67.18571429	1	0.1%
67.21285714	1	0.1%

Value	Count	Frequency (%)
98.61	1	0.1%
98.45714286	1	0.1%
98.34142857	1	0.1%
98.13428571	1	0.1%
98.13285714	1	0.1%
97.97142857	1	0.1%
97.94142857	1	0.1%
97.80857143	1	0.1%
97.77571429	1	0.1%
97.74285714	1	0.1%

reanalysis_sat_precip_amt_mm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1157
Distinct (%)	80.2%
Missing	13
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	45.76038808

Minimum	0
Maximum	390.6
Zeros	239
Zeros (%)	16.4%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9.8
median	38.34
Q3	70.235
95-th percentile	121.631
Maximum	390.6
Range	390.6
Interquartile range (IQR)	60.435

Descriptive statistics

Standard deviation	43.71553699
Coefficient of variation (CV)	0.9553139478
Kurtosis	6.780028322
Mean	45.76038808
Median Absolute Deviation (MAD)	29.83
Skewness	1.737448864
Sum	66032.24
Variance	1911.048174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	239	16.4%
39.09	2	0.1%
59.4	2	0.1%
99.89	2	0.1%
74.01	2	0.1%
17.52	2	0.1%
65.82	2	0.1%
68	2	0.1%
74.08	2	0.1%
39.52	2	0.1%
Other values (1147)	1186	81.5%
(Missing)	13	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	239	16.4%
0.49	1	0.1%
0.61	1	0.1%
0.63	1	0.1%
0.78	1	0.1%
1.02	1	0.1%
1.07	1	0.1%
1.13	1	0.1%
1.15	1	0.1%
1.17	1	0.1%

Value	Count	Frequency (%)
390.6	1	0.1%
389.6	1	0.1%
287.55	1	0.1%
245.73	1	0.1%
243.55	1	0.1%
234.13	1	0.1%
224.9	1	0.1%
223.61	1	0.1%
214.76	1	0.1%
210.83	1	0.1%

reanalysis_specific_humidity_g_per_kg
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1171
Distinct (%)	81.0%
Missing	10
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	16.7464266

Minimum	11.71571429
Maximum	20.46142857
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	11.71571429
5-th percentile	13.99678571
Q1	15.55714286
median	17.08714286
Q3	17.97821429
95-th percentile	18.72321429
Maximum	20.46142857
Range	8.745714286
Interquartile range (IQR)	2.421071429

Descriptive statistics

Standard deviation	1.542494255
Coefficient of variation (CV)	0.09210885954
Kurtosis	-0.4833444842
Mean	16.7464266
Median Absolute Deviation (MAD)	1.1
Skewness	-0.5395752911
Sum	24215.33286
Variance	2.379288527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.48571429	4	0.3%
18.09142857	4	0.3%
18.48428571	4	0.3%
17.70428571	4	0.3%
18.03428571	3	0.2%
17.63857143	3	0.2%
16.20857143	3	0.2%
18.20714286	3	0.2%
15.56142857	3	0.2%
17.29571429	3	0.2%
Other values (1161)	1412	97.0%
(Missing)	10	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11.71571429	1	0.1%
11.96428571	1	0.1%
12.11142857	1	0.1%
12.33142857	1	0.1%
12.36285714	1	0.1%
12.36571429	1	0.1%
12.46428571	1	0.1%
12.48142857	1	0.1%
12.49285714	1	0.1%
12.58285714	1	0.1%

Value	Count	Frequency (%)
20.46142857	1	0.1%
20.09142857	1	0.1%
20.07857143	1	0.1%
19.77285714	1	0.1%
19.75428571	1	0.1%
19.73142857	1	0.1%
19.61714286	1	0.1%
19.59571429	1	0.1%
19.44857143	1	0.1%
19.44	1	0.1%

reanalysis_tdtr_k
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	519
Distinct (%)	35.9%
Missing	10
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	4.903754199

Minimum	1.357142857
Maximum	16.02857143
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	1.357142857
5-th percentile	1.885714286
Q1	2.328571429
median	2.857142857
Q3	7.625
95-th percentile	12.12142857
Maximum	16.02857143
Range	14.67142857
Interquartile range (IQR)	5.296428571

Descriptive statistics

Standard deviation	3.546445095
Coefficient of variation (CV)	0.7232102082
Kurtosis	-0.2002596562
Mean	4.903754199
Median Absolute Deviation (MAD)	0.7857142857
Skewness	1.070845694
Sum	7090.828571
Variance	12.57727281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.357142857	21	1.4%
2.428571429	17	1.2%
2.3	16	1.1%
2.471428571	16	1.1%
2.242857143	15	1.0%
2.571428571	14	1.0%
2.071428571	14	1.0%
2.328571429	13	0.9%
2.157142857	13	0.9%
2.542857143	13	0.9%
Other values (509)	1294	88.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.357142857	1	0.1%
1.4	1	0.1%
1.485714286	1	0.1%
1.5	1	0.1%
1.571428571	1	0.1%
1.6	2	0.1%
1.642857143	2	0.1%
1.657142857	3	0.2%
1.671428571	2	0.1%
1.7	3	0.2%

Value	Count	Frequency (%)
16.02857143	1	0.1%
15.45714286	1	0.1%
14.94285714	1	0.1%
14.92857143	1	0.1%
14.9	1	0.1%
14.82857143	1	0.1%
14.64285714	1	0.1%
14.38571429	1	0.1%
14.28571429	1	0.1%
14.2	1	0.1%

station_avg_temp_c
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	492
Distinct (%)	34.8%
Missing	43
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.18578337

Minimum	21.4
Maximum	30.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	21.4
5-th percentile	24.83714286
Q1	26.3
median	27.41428571
Q3	28.15714286
95-th percentile	28.94114286
Maximum	30.8
Range	9.4
Interquartile range (IQR)	1.857142857

Descriptive statistics

Standard deviation	1.292347463
Coefficient of variation (CV)	0.04753762087
Kurtosis	-0.1479307864
Mean	27.18578337
Median Absolute Deviation (MAD)	0.8642857143
Skewness	-0.5678700748
Sum	38413.5119
Variance	1.670161965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	17	1.2%
27.4	17	1.2%
27.2	14	1.0%
27.8	14	1.0%
28.3	14	1.0%
28.1	13	0.9%
26.6	13	0.9%
27.3	12	0.8%
27.6	12	0.8%
27.7	12	0.8%
Other values (482)	1275	87.6%
(Missing)	43	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21.4	1	0.1%
22.84285714	1	0.1%
23.31428571	1	0.1%
23.4	1	0.1%
23.41428571	2	0.1%
23.61428571	1	0.1%
23.7	1	0.1%
23.71428571	1	0.1%
23.75714286	1	0.1%
23.91428571	1	0.1%

Value	Count	Frequency (%)
30.8	1	0.1%
30.07142857	1	0.1%
30.03333333	1	0.1%
30.02857143	1	0.1%
30	1	0.1%
29.95714286	1	0.1%
29.9	1	0.1%
29.86666667	1	0.1%
29.65714286	1	0.1%
29.58571429	1	0.1%

station_diur_temp_rng_c
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	470
Distinct (%)	33.3%
Missing	43
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.059328009

Minimum	4.528571429
Maximum	15.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	4.528571429
5-th percentile	5.585714286
Q1	6.514285714
median	7.3
Q3	9.566666667
95-th percentile	12.2
Maximum	15.8
Range	11.27142857
Interquartile range (IQR)	3.052380952

Descriptive statistics

Standard deviation	2.128567654
Coefficient of variation (CV)	0.2641122996
Kurtosis	-0.2541487124
Mean	8.059328009
Median Absolute Deviation (MAD)	1.1
Skewness	0.8452591506
Sum	11387.83048
Variance	4.530800257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.185714286	14	1.0%
6.9	13	0.9%
6.842857143	13	0.9%
6.742857143	13	0.9%
7.057142857	12	0.8%
6.928571429	12	0.8%
6.342857143	12	0.8%
7.385714286	12	0.8%
6.585714286	12	0.8%
6.757142857	12	0.8%
Other values (460)	1288	88.5%
(Missing)	43	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.528571429	2	0.1%
4.585714286	2	0.1%
4.614285714	3	0.2%
4.628571429	1	0.1%
4.671428571	2	0.1%
4.685714286	2	0.1%
4.7	1	0.1%
4.828571429	2	0.1%
4.842857143	1	0.1%
4.9	3	0.2%

Value	Count	Frequency (%)
15.8	1	0.1%
14.9	1	0.1%
14.5	1	0.1%
14.13333333	2	0.1%
14.075	1	0.1%
13.96666667	1	0.1%
13.525	1	0.1%
13.5	2	0.1%
13.4	1	0.1%
13.36	1	0.1%

station_max_temp_c
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	73
Distinct (%)	5.1%
Missing	20
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	32.45243733

Minimum	26.7
Maximum	42.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	26.7
5-th percentile	28.9
Q1	31.1
median	32.8
Q3	33.9
95-th percentile	35.4
Maximum	42.2
Range	15.5
Interquartile range (IQR)	2.8

Descriptive statistics

Standard deviation	1.959318211
Coefficient of variation (CV)	0.06037507111
Kurtosis	0.2215315492
Mean	32.45243733
Median Absolute Deviation (MAD)	1.1
Skewness	-0.2620686601
Sum	46601.7
Variance	3.838927853
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.8	146	10.0%
32.2	126	8.7%
33.3	112	7.7%
31.7	112	7.7%
31.1	92	6.3%
33.9	73	5.0%
29.4	69	4.7%
30.6	63	4.3%
30	55	3.8%
34.4	42	2.9%
Other values (63)	546	37.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
26.7	2	0.1%
27.2	4	0.3%
27.8	17	1.2%
28.3	31	2.1%
28.9	41	2.8%
29.4	69	4.7%
30	55	3.8%
30.1	1	0.1%
30.6	63	4.3%
30.9	1	0.1%

Value	Count	Frequency (%)
42.2	1	0.1%
38.6	1	0.1%
37.7	1	0.1%
37.4	1	0.1%
37.2	1	0.1%
37.1	1	0.1%
37	4	0.3%
36.8	2	0.1%
36.7	2	0.1%
36.6	1	0.1%

station_min_temp_c
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	73
Distinct (%)	5.1%
Missing	14
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.10214979

Minimum	14.7
Maximum	25.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	14.7
5-th percentile	19.5
Q1	21.1
median	22.2
Q3	23.3
95-th percentile	24.4
Maximum	25.6
Range	10.9
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	1.574066225
Coefficient of variation (CV)	0.0712177883
Kurtosis	0.2239059557
Mean	22.10214979
Median Absolute Deviation (MAD)	1.1
Skewness	-0.307107928
Sum	31871.3
Variance	2.47768448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.9	135	9.3%
22.8	127	8.7%
23.3	114	7.8%
21.7	113	7.8%
24.4	107	7.3%
22.2	105	7.2%
21.1	99	6.8%
20.6	76	5.2%
20	51	3.5%
21	46	3.2%
Other values (63)	469	32.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14.7	1	0.1%
16.4	1	0.1%
16.8	1	0.1%
16.9	1	0.1%
17	1	0.1%
17.1	1	0.1%
17.2	1	0.1%
17.3	1	0.1%
17.4	1	0.1%
17.5	1	0.1%

Value	Count	Frequency (%)
25.6	9	0.6%
25	37	2.5%
24.4	107	7.3%
24.2	1	0.1%
23.9	135	9.3%
23.7	1	0.1%
23.6	3	0.2%
23.5	1	0.1%
23.4	2	0.1%
23.3	114	7.8%

station_precip_mm
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	663
Distinct (%)	46.2%
Missing	22
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	39.32635983

Minimum	0
Maximum	543.3
Zeros	42
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.6
Q1	8.7
median	23.85
Q3	53.9
95-th percentile	127.845
Maximum	543.3
Range	543.3
Interquartile range (IQR)	45.2

Descriptive statistics

Standard deviation	47.4553143
Coefficient of variation (CV)	1.206704981
Kurtosis	15.37607645
Mean	39.32635983
Median Absolute Deviation (MAD)	18.05
Skewness	2.984022989
Sum	56394
Variance	2252.006855
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	42	2.9%
0.5	19	1.3%
3.3	11	0.8%
0.8	11	0.8%
1.3	10	0.7%
7.9	9	0.6%
2.3	9	0.6%
0.3	9	0.6%
4.6	8	0.5%
2.9	8	0.5%
Other values (653)	1298	89.1%
(Missing)	22	1.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42	2.9%
0.3	9	0.6%
0.5	19	1.3%
0.6	5	0.3%
0.8	11	0.8%
1	7	0.5%
1.1	1	0.1%
1.3	10	0.7%
1.5	7	0.5%
1.6	2	0.1%

Value	Count	Frequency (%)
543.3	1	0.1%
350.9	1	0.1%
305.9	1	0.1%
296.9	1	0.1%
293.1	1	0.1%
284.4	1	0.1%
282.7	1	0.1%
273.5	1	0.1%
270.9	1	0.1%
261.7	1	0.1%

total_cases
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	135
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.67513736

Minimum	0
Maximum	461
Zeros	100
Zeros (%)	6.9%
Negative	0
Negative (%)	0.0%
Memory size	22.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	12
Q3	28
95-th percentile	81.25
Maximum	461
Range	461
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	43.59600016
Coefficient of variation (CV)	1.766798682
Kurtosis	36.51253012
Mean	24.67513736
Median Absolute Deviation (MAD)	9
Skewness	5.273849693
Sum	35927
Variance	1900.61123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	100	6.9%
6	71	4.9%
5	70	4.8%
3	70	4.8%
2	69	4.7%
1	59	4.1%
7	58	4.0%
4	56	3.8%
8	44	3.0%
9	43	3.0%
Other values (125)	816	56.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	100	6.9%
1	59	4.1%
2	69	4.7%
3	70	4.8%
4	56	3.8%
5	70	4.8%
6	71	4.9%
7	58	4.0%
8	44	3.0%
9	43	3.0%

Value	Count	Frequency (%)
461	1	0.1%
426	1	0.1%
410	1	0.1%
395	1	0.1%
381	1	0.1%
364	1	0.1%
359	1	0.1%
353	1	0.1%
333	1	0.1%
329	1	0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	city	year	weekofyear	week_start_date	ndvi_ne	ndvi_nw	ndvi_se	ndvi_sw	precipitation_amt_mm	reanalysis_air_temp_k	reanalysis_avg_temp_k	reanalysis_dew_point_temp_k	reanalysis_max_air_temp_k	reanalysis_min_air_temp_k	reanalysis_precip_amt_kg_per_m2	reanalysis_relative_humidity_percent	reanalysis_sat_precip_amt_mm	reanalysis_specific_humidity_g_per_kg	reanalysis_tdtr_k	station_avg_temp_c	station_diur_temp_rng_c	station_max_temp_c	station_min_temp_c	station_precip_mm	total_cases
0	sj	1990	18	1990-04-30	0.122600	0.103725	0.198483	0.177617	12.42	297.572857	297.742857	292.414286	299.8	295.9	32.00	73.365714	12.42	14.012857	2.628571	25.442857	6.900000	29.4	20.0	16.0	4
1	sj	1990	19	1990-05-07	0.169900	0.142175	0.162357	0.155486	22.82	298.211429	298.442857	293.951429	300.9	296.4	17.94	77.368571	22.82	15.372857	2.371429	26.714286	6.371429	31.7	22.2	8.6	5
2	sj	1990	20	1990-05-14	0.032250	0.172967	0.157200	0.170843	34.54	298.781429	298.878571	295.434286	300.5	297.3	26.10	82.052857	34.54	16.848571	2.300000	26.714286	6.485714	32.2	22.8	41.4	4
3	sj	1990	21	1990-05-21	0.128633	0.245067	0.227557	0.235886	15.36	298.987143	299.228571	295.310000	301.4	297.0	13.90	80.337143	15.36	16.672857	2.428571	27.471429	6.771429	33.3	23.3	4.0	3
4	sj	1990	22	1990-05-28	0.196200	0.262200	0.251200	0.247340	7.52	299.518571	299.664286	295.821429	301.9	297.5	12.20	80.460000	7.52	17.210000	3.014286	28.942857	9.371429	35.0	23.9	5.8	6
5	sj	1990	23	1990-06-04	NaN	0.174850	0.254314	0.181743	9.58	299.630000	299.764286	295.851429	302.4	298.1	26.49	79.891429	9.58	17.212857	2.100000	28.114286	6.942857	34.4	23.9	39.1	2
6	sj	1990	24	1990-06-11	0.112900	0.092800	0.205071	0.210271	3.48	299.207143	299.221429	295.865714	301.3	297.7	38.60	82.000000	3.48	17.234286	2.042857	27.414286	6.771429	32.2	23.3	29.7	4
7	sj	1990	25	1990-06-18	0.072500	0.072500	0.151471	0.133029	151.12	299.591429	299.528571	296.531429	300.6	298.4	30.00	83.375714	151.12	17.977143	1.571429	28.371429	7.685714	33.9	22.8	21.1	5
8	sj	1990	26	1990-06-25	0.102450	0.146175	0.125571	0.123600	19.32	299.578571	299.557143	296.378571	302.1	297.7	37.51	82.768571	19.32	17.790000	1.885714	28.328571	7.385714	33.9	22.8	21.1	10
9	sj	1990	27	1990-07-02	NaN	0.121550	0.160683	0.202567	14.41	300.154286	300.278571	296.651429	302.3	298.7	28.40	81.281429	14.41	18.071429	2.014286	28.328571	6.514286	33.9	24.4	1.1	6

Last rows

	city	year	weekofyear	week_start_date	ndvi_ne	ndvi_nw	ndvi_se	ndvi_sw	precipitation_amt_mm	reanalysis_air_temp_k	reanalysis_avg_temp_k	reanalysis_dew_point_temp_k	reanalysis_max_air_temp_k	reanalysis_min_air_temp_k	reanalysis_precip_amt_kg_per_m2	reanalysis_relative_humidity_percent	reanalysis_sat_precip_amt_mm	reanalysis_specific_humidity_g_per_kg	reanalysis_tdtr_k	station_avg_temp_c	station_diur_temp_rng_c	station_max_temp_c	station_min_temp_c	station_precip_mm	total_cases
1446	iq	2010	16	2010-04-23	0.231486	0.294686	0.331657	0.244400	86.70	298.438571	299.507143	297.678571	304.7	294.7	81.40	95.995714	86.70	19.448571	7.757143	27.850000	9.600000	33.5	22.5	51.1	8
1447	iq	2010	17	2010-04-30	0.239743	0.259271	0.307786	0.307943	26.00	299.048571	300.028571	296.468571	308.4	294.6	23.60	87.657143	26.00	18.068571	8.257143	28.850000	12.125000	36.2	21.4	35.4	4
1448	iq	2010	18	2010-05-07	0.260814	0.255786	0.257771	0.340286	73.97	297.617143	298.585714	296.975714	304.7	294.6	85.46	96.712857	73.97	18.602857	5.714286	27.600000	9.600000	33.2	21.4	8.1	2
1449	iq	2010	19	2010-05-14	0.168686	0.158500	0.133071	0.145600	59.40	297.278571	297.935714	296.738571	306.0	294.0	87.30	97.445714	59.40	18.391429	6.185714	27.400000	10.400000	33.7	21.2	32.0	7
1450	iq	2010	20	2010-05-21	0.263071	0.272500	0.258271	0.244500	1.15	297.648571	298.707143	293.227143	308.7	290.1	8.80	78.998571	1.15	14.908571	11.242857	25.633333	9.200000	34.0	20.0	2.5	6
1451	iq	2010	21	2010-05-28	0.342750	0.318900	0.256343	0.292514	55.30	299.334286	300.771429	296.825714	309.7	294.5	45.00	88.765714	55.30	18.485714	9.800000	28.633333	11.933333	35.4	22.4	27.0	5
1452	iq	2010	22	2010-06-04	0.160157	0.160371	0.136043	0.225657	86.47	298.330000	299.392857	296.452857	308.5	291.9	207.10	91.600000	86.47	18.070000	7.471429	27.433333	10.500000	34.7	21.7	36.6	8
1453	iq	2010	23	2010-06-11	0.247057	0.146057	0.250357	0.233714	58.94	296.598571	297.592857	295.501429	305.5	292.4	50.60	94.280000	58.94	17.008571	7.500000	24.400000	6.900000	32.2	19.2	7.4	1
1454	iq	2010	24	2010-06-18	0.333914	0.245771	0.278886	0.325486	59.67	296.345714	297.521429	295.324286	306.1	291.9	62.33	94.660000	59.67	16.815714	7.871429	25.433333	8.733333	31.2	21.0	16.0	1
1455	iq	2010	25	2010-06-25	0.298186	0.232971	0.274214	0.315757	63.22	298.097143	299.835714	295.807143	307.8	292.3	36.90	89.082857	63.22	17.355714	11.014286	27.475000	9.900000	33.7	22.2	20.4	4

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows